Research

Publications

224 publications
  • Date
    Title
    ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis
    Authors
    Kensen Shi, Joey Hong*, Yinlin Deng*, Pengcheng Yin, Manzil Zaheer, Charles Sutton
    Venue
    ICLR 2024
  • Date
    Title
    Advancing Biomedical Understanding with Multimodal Gemini
    Authors
    Lin Yang, Shawn Xu, Andrew Sellergren, Timo Kohlberger, Yuchen Zhou, Ira Ktena, Atilla Kiraly, Faruk Ahmed, Farhad Hormozdiari, Tiam Jaroensri, Eric Wang, Ellery Wulczyn, Fayaz Jamil, Theo Guidroz, Chuck Lau, Siyuan Qiao, Yun Liu, Akshay Goel, Kendall Park, Arnav Agharwal, Nick George, Yang Wang, Ryutaro Tanno, David G. T. Barrett, Wei-Hung Weng, S. Sara Mahdavi, Khaled Saab, Tao Tu, Sreenivasa Raju Kalidindi, Mozziyar Etemadi, Jorge Cuadros, Gregory Sorensen, Yossi Matias, Katherine Chou, Greg Corrado, Joelle Barral, Shravya Shetty, David Fleet, S. M. Ali Eslami, Daniel Tse, Shruthi Prabhakara, Cory McLean, Dave Steiner, Rory Pilgrim, Christopher Kelly, Shekoofeh Azizi, Daniel Golden
    Venue
    arXiv
  • Date
    Title
    Improving Dictionary Learning with Gated Sparse Autoencoders
    Authors
    Senthooran Rajamanoharan, Arthur Conmy, Lewis Smith, Tom Lieberum, Vikrant Varma, János Kramár, Rohin Shah, Neel Nanda
    Venue
    arXiv
  • Date
    Title
    Holistic Safety and Responsibility Evaluations of Advanced AI Models
    Authors
    Laura Weidinger, Toby Shevlane, Jenny Brennan, Christina Butterfield, Susie Young, Will Hawkins, Lisa Anne Hendricks, Ramona Comanescu, Oscar Chang, Lev Proleev, Mikel Rodriguez, Jennifer Beroshi, Dawn Bloxwich, Allan Dafoe, William Isaac
    Venue
    arXiv
  • Date
    Title
    Many-Shot In-Context Learning
    Authors
    Rishabh Agarwal, Avi Singh, Lei M. Zhang, Bernd Bohnet, Stephanie Chan, Ankesh Anand, Zaheer Abbas, Azade Nova, John D. Co-Reyes, Eric Chu, Feryal Behbahani, Aleksandra Faust, Hugo Larochelle
    Venue
    arXiv
  • Date
    Title
    Learning Agile Soccer Skills for a Bipedal Robot with Deep Reinforcement Learning
    Authors
    Tuomas Haarnoja, Ben Moran, Guy Lever, Sandy Huang, Dhruva TB, Jan Humplik, Markus Wulfmeier, Saran Tunyasuvunakool, Noah Siegel, Roland Hafner, Michael Bloesch, Arunkumar Byravan, Leonard Hasenclever, Yuval Tassa, Nathan Batchelor, Federico Casarini, Stefano Saliceti, cgame , Neil Sreendra, Kushal Patel, Marlon Gwira, Andrea Huber, Nicole Hurley, Francesco Nori, Raia Hadsell, Nicolas Heess, Kristian Hartikainen*, Fereshteh Sadeghi*
    Venue
    Science Robotics
  • Date
    Title
    Biomolecular dynamics with machine-learned quantum-mechanical force fields trained on diverse chemical fragments
    Authors
    Oliver Unke, Martin Stöhr*, Stefan Ganscha, Thomas Unterthiner, Hartmut Maennel, Sergii Kashubin, Daniel Ahlin, Michael Gastegger*, Leonardo Medrano Sandonas*, Joshua T. Berryman*, Alexandre Tkatchenko*, Klaus-Robert Müller
    Venue
    Science Advances
  • Date
    Title
    Gecko: Versatile Text Embeddings Distilled from Large Language Models
    Authors
    Jinhyuk Lee, Zhuyun Dai, Xiaoqi Ren, Blair Chen, Daniel Cer, Jeremy Cole, Kai Hui, Michael Boratko, Rajvi Kapadia, Wen Ding, Yi Luan, Karthik Duddu, Gustavo Hernandez Abrego, Weiqiang Shi, Nithi Gupta, Aditya Kusupati, Prateek Jain, Siddhartha Reddy Jonnalagadda, Ming-Wei Chang, Iftekhar Naim
    Venue
    arXiv
  • Date
    Title
    Learning from One Continuous Video Stream
    Authors
    Joao Carreira, Michael King, Viorica Patraucean, Dilara Gokay, Catalin Ionescu, Yi Yang, Daniel Zoran, Joseph Heyward, Carl Doersch, Yusuf Aytar, Dima Damen, Andrew Zisserman
    Venue
    CVPR 2024
  • Date
    Title
    Long-form factuality in large language models
    Authors
    Jerry Wei, Chengrun Yang, Xinying Song, Yifeng Lu, Nathan Hu, Jie Huang, Dustin Tran, Daiyi Peng, Ruibo Liu, Da Huang, Cosmo Du, Quoc V. Le
    Venue
    arXiv
  • Date
    Title
    Few-Shot Recalibration of Language Models
    Authors
    Xiang Lisa Li, Urvashi Khandelwal, Kelvin Guu
    Venue
    arXiv
  • Date
    Title
    Evaluating Frontier Models for Dangerous Capabilities
    Authors
    Mary Phuong, Matthew Aitchison, Elliot Catt, Scogan ‎(Sarah Cogan), Heidi Howard, Alex Kaskasoli, Victoria Krakovna, David Lindner, Matthew Rahtz, Yannis Assael, Maria Abi Raad, Tom Lieberum, Sebastian Farquhar, gdelt , Anian Ruoss, Marcus Hutter, Rohin Shah, Allan Dafoe, Toby Shevlane, Sarah Hodkinson, Sharon Lin, Albert Webson, Lewis Ho, Seliem El-Sayed, Sasha Brown
    Venue
    arXiv
  • Date
    Title
    DiPaCo: Distributed Path Composition
    Authors
    Arthur Douillard, Qixuan Feng, Andrei A. Rusu, Adhiguna Kuncoro , Yani Donchev , Rachita Chhaparia , Ionel Gog , Marc’Aurelio Ranzato, Jiajun Shen, Arthur Szlam
    Venue
    arXiv
  • Date
    Title
    Robust Exploration via Clustering-based Density Estimation
    Authors
    Alaa Saade, Steven Kapturowski, Daniele Calandriello, Charles Blundell, Pablo Sprechmann, Leopoldo Sarra*, Oliver Groth, Bilal Piot, Michal Valko
    Venue
    ICLR 2024
  • Date
    Title
    Demonstration-Regularized RL
    Authors
    Daniil Tiapkin*, Denis Belomestny*, Daniele Calandriello, Éric Moulines*, Alexey Naumov*, Pierre Perrault*, Michal Valko, Pierre Ménard*
    Venue
    ICLR 2024
  • Date
    Title
    Model-free Posterior Sampling via Learning Rate Randomization
    Authors
    Daniil Tiapkin*, Denis Belomestny*, Daniele Calandriello, Éric Moulines*, Rémi Munos, Alexey Naumov*, Pierre Perrault*, Michal Valko, Pierre Ménard*
    Venue
    NeurIPS 2023
  • Date
    Title
    Understanding Learning from Human Preferences
    Authors
    Mohammad Gheshlaghi Azar, Mark Rowland, Bilal Piot, Zhaohan Daniel Guo, Daniele Calandriello, Michal Valko, Rémi Munos
    Venue
    (deprecated) AISTATS2024
  • Date
    Title
    Prosody for Intuitive Robotic Interface Design: It's Not What You Said, It's How You Said It
    Authors
    Ellie Sanoubari, Atil Iscen, Leila Takayama, Stefano Saliceti, Corbin Cunningham, Ken Caluwaerts
    Venue
    HRI 2024 Workshop
  • Date
    Title
    AtP*: Efficient and scalable methods for localizing LLM behaviour to components
    Authors
    János Kramár, Tom Lieberum, Neel Nanda, Rohin Shah
    Venue
    arXiv
  • Date
    Title
    How aligned are different alignment metrics?
    Authors
    Jannis Ahlert, Thomas Klein, Felix A. Wichmann, Robert Geirhos
    Venue
    ICLR Workshop 2024